{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# 机器学习之决策树与随机森林"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "**本项目旨在简要讲解机器学习分类算法中的两个重要算法：决策树与随机森林**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "决策树是一个树状结构的数据流图，包括根结点，中间节点和叶子节点。\n",
    "\n",
    "根结点是数据流图的启动节点，每个中间节点对数据的一个特征进行评估，叶子节点是最终的类别或数值。\n",
    "\n",
    "决策树可以用来进行分类和评估。\n",
    "\n",
    "随机森林是由多个决策树构成的，每个决策树对数据的一部分进行评估。随机森林对每个决策树的结果进行平均。每个决策树的数据数量由参数设定。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "![](https://ai-studio-static-online.cdn.bcebos.com/25099e8dee1e4332aefcc2a908864b96ccf8abdc0e024a14b4a7f678ed5946a1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "![](https://ai-studio-static-online.cdn.bcebos.com/03bde184ba7c413eb515d736955ba00f797100a36f4040d9a08a2c2f2eca0d74)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## 以泰坦尼克号幸存者数据集为例，在之前数据预处理与特征工程的基础上引入决策树与随机森林"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 加载需要的库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split \n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn import tree\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import KFold\n",
    "from subprocess import check_call\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 读取训练集和测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_train = pd.read_csv('data/data54777/train.csv')\n",
    "df_test = pd.read_csv('data/data54777/test.csv')\n",
    "\n",
    "df_train_engineered = pd.read_csv('data/data54961/train_engineered.csv')\n",
    "df_test_engineered = pd.read_csv('data/data54961/test_engineered.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## 将训练集分为训练集和验证集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Split data into training and validation set\n",
    "X = df_train_engineered\n",
    "y = df_train['Survived']\n",
    "\n",
    "X_train, X_valid, y_train, y_valid = train_test_split(X, y, test_size=0.2)\n",
    "X_test = df_test_engineered"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## 3. 模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 决策树模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "决策树的目的是找到每个树节点的最佳分割。这里使用sklearn中的Gini Impurity作为分割的衡量标准。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Define function to calculate Gini Impurity\n",
    "def get_gini_impurity(survived_count, total_count):\n",
    "    survival_prob = survived_count/total_count\n",
    "    not_survival_prob = (1 - survival_prob)\n",
    "    random_observation_survived_prob = survival_prob\n",
    "    random_observation_not_survived_prob = (1 - random_observation_survived_prob)\n",
    "    mislabelling_survided_prob = not_survival_prob * random_observation_survived_prob\n",
    "    mislabelling_not_survided_prob = survival_prob * random_observation_not_survived_prob\n",
    "    gini_impurity = mislabelling_survided_prob + mislabelling_not_survided_prob\n",
    "    return gini_impurity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.47301295786144265"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gini Impurity of starting node\n",
    "gini_impurity_starting_node = get_gini_impurity(342, 891)\n",
    "gini_impurity_starting_node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#计算性别的Gini Impurity\n",
    "#男性: 577 observations with only 109 survived\n",
    "#女性: 314 observations with 233 survived"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3064437162277843"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gini Impurity decrease of node for 'male' observations\n",
    "gini_impurity_men = get_gini_impurity(109, 577)\n",
    "gini_impurity_men"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3828350034484158"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gini Impurity decrease if node splited for 'female' observations\n",
    "gini_impurity_women = get_gini_impurity(233, 314)\n",
    "gini_impurity_women"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.13964795747285214"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gini Impurity decrease if node splited by Sex\n",
    "men_weight = 577/891\n",
    "women_weight = 314/891\n",
    "weighted_gini_impurity_sex_split = (gini_impurity_men * men_weight) + (gini_impurity_women * women_weight)\n",
    "\n",
    "sex_gini_decrease = weighted_gini_impurity_sex_split - gini_impurity_starting_node\n",
    "sex_gini_decrease"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# If we split by Title == 1 (== Mr), we'll have the two following nodes:\n",
    "# Node with only Mr: 517 observations with only 81 survived\n",
    "# Node with other titles: 374 observations with 261 survived"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.26425329886377663"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gini Impurity decrease of node for observations with Title == 1 == Mr\n",
    "gini_impurity_title_1 = get_gini_impurity(81, 517)\n",
    "gini_impurity_title_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.42170207898424317"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gini Impurity decrease if node splited for observations with Title != 1 != Mr\n",
    "gini_impurity_title_others = get_gini_impurity(261, 374)\n",
    "gini_impurity_title_others"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.14267004758907514"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gini Impurity decrease if node splited for observations with Title == 1 == Mr\n",
    "title_1_weight = 517/891\n",
    "title_others_weight = 374/891\n",
    "weighted_gini_impurity_title_split = (gini_impurity_title_1 * title_1_weight) + (gini_impurity_title_others * title_others_weight)\n",
    "\n",
    "title_gini_decrease = weighted_gini_impurity_title_split - gini_impurity_starting_node\n",
    "title_gini_decrease"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train shape: (712, 26)\n",
      "y_train shape: (712,)\n",
      "X_valid shape: (179, 26)\n",
      "y_valid shape: (179,)\n",
      "X_test shape: (418, 26)\n"
     ]
    }
   ],
   "source": [
    "print('X_train shape: {}'.format(X_train.shape))\n",
    "print('y_train shape: {}'.format(y_train.shape))\n",
    "print('X_valid shape: {}'.format(X_valid.shape))\n",
    "print('y_valid shape: {}'.format(y_valid.shape))\n",
    "print('X_test shape: {}'.format(X_test.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "PassengerId = df_test['PassengerId']\n",
    "# Create Decision Tree with max_depth = 3\n",
    "decision_tree = tree.DecisionTreeClassifier(max_depth = 3)\n",
    "decision_tree.fit(X_train, y_train)\n",
    "\n",
    "# Predicting results for test dataset\n",
    "y_pred = decision_tree.predict(X_test)\n",
    "submission = pd.DataFrame({\n",
    "        \"PassengerId\": PassengerId,\n",
    "        \"Survived\": y_pred\n",
    "    })\n",
    "submission.to_csv('result_tree.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Export our trained model as a .dot file\n",
    "with open(\"tree.dot\", 'w') as f:\n",
    "    f = tree.export_graphviz(decision_tree, out_file=f,\n",
    "                            max_depth = 3,\n",
    "                            impurity = True,\n",
    "                            feature_names = list(X_train),\n",
    "                            class_names = ['Died', 'Survived'],\n",
    "                            rounded = True,\n",
    "                            filled= True )\n",
    "        \n",
    "#Convert .dot to .png to allow display in web notebook\n",
    "check_call(['dot','-Tpng','tree.dot','-o','tree.png'])\n",
    "\n",
    "# Annotating chart with PIL\n",
    "img = Image.open(\"tree.png\")\n",
    "draw = ImageDraw.Draw(img)\n",
    "# font = ImageFont.truetype('/usr/share/fonts/truetype/liberation/LiberationSerif-Bold.ttf', 26)\n",
    "draw.text((10, 0),'\"Title <= 1.5\" corresponds to \"Mr.\" title',(0,0,255))\n",
    "img.save('tree.png')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f60b6d84e10>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,10))\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "84.97"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##决策树的分数\n",
    "acc_decision_tree = round(decision_tree.score(X_train, y_train) * 100, 2)\n",
    "acc_decision_tree"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 随机森林模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Create Decision Tree with max_depth = 3\n",
    "random_forest = RandomForestClassifier(max_depth = 7)\n",
    "random_forest.fit(X_train, y_train)\n",
    "\n",
    "# Predicting results for test dataset\n",
    "y_pred = random_forest.predict(X_test)\n",
    "submission = pd.DataFrame({\n",
    "        \"PassengerId\": PassengerId,\n",
    "        \"Survived\": y_pred\n",
    "    })\n",
    "submission.to_csv('result_forest.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "89.04"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##随机森林的分数\n",
    "acc_random_forest = round(random_forest.score(X_train, y_train) * 100, 2)\n",
    "acc_random_forest"
   ]
  }
 ],
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